Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	4061
Missing cells	5241
Missing cells (%)	5.6%
Total size in memory	729.8 KiB
Average record size in memory	184.0 B

Variable types

Numeric	23

Alerts

`Age` is highly overall correlated with `Work` and 1 other fields	High correlation
`Work` is highly overall correlated with `Age`	High correlation
`DM` is highly overall correlated with `DM_Type` and 1 other fields	High correlation
`Year_DM_Diagnosed` is highly overall correlated with `DM_Duration`	High correlation
`DM_Duration` is highly overall correlated with `Year_DM_Diagnosed`	High correlation
`DM_Type` is highly overall correlated with `DM` and 1 other fields	High correlation
`HbA1C_Admission_Value` is highly overall correlated with `DM` and 2 other fields	High correlation
`Waist` is highly overall correlated with `BMI`	High correlation
`Fasting_Blood_Glucose_Value_SI_Units` is highly overall correlated with `HbA1C_Admission_Value`	High correlation
`BMI` is highly overall correlated with `Waist`	High correlation
`Creatinine_Clearance` is highly overall correlated with `Age`	High correlation
`Year_DM_Diagnosed` has 1871 (46.1%) missing values	Missing
`DM_Duration` has 1871 (46.1%) missing values	Missing
`HbA1C_Admission_Value` has 1499 (36.9%) missing values	Missing
`Year_DM_Diagnosed` is highly skewed (γ1 = -26.51372278)	Skewed
`DM_Duration` is highly skewed (γ1 = 26.52116445)	Skewed
`Cholesterol_Value_SI_Units` is highly skewed (γ1 = 26.30498068)	Skewed
`Triglycerides_Value_SI_Units` is highly skewed (γ1 = 23.21861796)	Skewed
`Gender` has 1364 (33.6%) zeros	Zeros
`Education` has 969 (23.9%) zeros	Zeros
`Work` has 2923 (72.0%) zeros	Zeros
`Cardiac_Arrest_Admission` has 3974 (97.9%) zeros	Zeros
`Non_Cardiac_Condition` has 3943 (97.1%) zeros	Zeros
`Hypertension` has 1432 (35.3%) zeros	Zeros
`Dyslipidemia` has 1766 (43.5%) zeros	Zeros
`DM` has 1883 (46.4%) zeros	Zeros
`DM_Type` has 1872 (46.1%) zeros	Zeros
`DM_Treatment` has 103 (2.5%) zeros	Zeros
`Smoking_History` has 982 (24.2%) zeros	Zeros
`Lipid_24_Collected` has 599 (14.8%) zeros	Zeros

Reproduction

Analysis started	2023-03-14 16:20:45.811643
Analysis finished	2023-03-14 16:23:00.684275
Duration	2 minutes and 14.87 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Gender
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66412214

Minimum	0
Maximum	1
Zeros	1364
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4723546
Coefficient of variation (CV)	0.71124658
Kurtosis	-1.5173706
Mean	0.66412214
Median Absolute Deviation (MAD)	0
Skewness	-0.69525313
Sum	2697
Variance	0.22311887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2697	66.4%
0	1364	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1364	33.6%
1	2697	66.4%

Value	Count	Frequency (%)
1	2697	66.4%
0	1364	33.6%

Age
Real number (ℝ)

Distinct	79
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.351884

Minimum	18
Maximum	112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	18
5-th percentile	40
Q1	52
median	60
Q3	69
95-th percentile	81
Maximum	112
Range	94
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.727595
Coefficient of variation (CV)	0.21088977
Kurtosis	-0.12256521
Mean	60.351884
Median Absolute Deviation (MAD)	9
Skewness	0.0038224183
Sum	245089
Variance	161.99166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	149	3.7%
72	138	3.4%
60	132	3.3%
57	132	3.3%
67	121	3.0%
59	119	2.9%
52	117	2.9%
56	114	2.8%
64	112	2.8%
70	111	2.7%
Other values (69)	2816	69.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
23	1	< 0.1%
24	3	0.1%
25	6	0.1%
26	5	0.1%
27	4	0.1%
28	5	0.1%
29	5	0.1%
30	5	0.1%
31	7	0.2%

Value	Count	Frequency (%)
112	1	< 0.1%
102	1	< 0.1%
99	5	0.1%
97	2	< 0.1%
96	1	< 0.1%
95	3	0.1%
94	6	0.1%
93	6	0.1%
92	6	0.1%
91	3	0.1%

Education
Real number (ℝ)

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9202167

Minimum	0
Maximum	6
Zeros	969
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4284366
Coefficient of variation (CV)	0.74389343
Kurtosis	-0.55103223
Mean	1.9202167
Median Absolute Deviation (MAD)	1
Skewness	0.32913589
Sum	7798
Variance	2.0404311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1965	48.4%
0	969	23.9%
4	645	15.9%
1	249	6.1%
5	164	4.0%
3	65	1.6%
6	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	969	23.9%
1	249	6.1%
2	1965	48.4%
3	65	1.6%
4	645	15.9%
5	164	4.0%
6	4	0.1%

Value	Count	Frequency (%)
6	4	0.1%
5	164	4.0%
4	645	15.9%
3	65	1.6%
2	1965	48.4%
1	249	6.1%
0	969	23.9%

Work
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31667077

Minimum	0
Maximum	3
Zeros	2923
Zeros (%)	72.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	3
Range	3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53974118
Coefficient of variation (CV)	1.7044237
Kurtosis	1.5830841
Mean	0.31667077
Median Absolute Deviation (MAD)	0
Skewness	1.51927
Sum	1286
Variance	0.29132054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	2923	72.0%
1	994	24.5%
2	140	3.4%
3	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2923	72.0%
1	994	24.5%
2	140	3.4%
3	4	0.1%

Value	Count	Frequency (%)
3	4	0.1%
2	140	3.4%
1	994	24.5%
0	2923	72.0%

Cardiac_Arrest_Admission
Real number (ℝ)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.025855701

Minimum	0
Maximum	3
Zeros	3974
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3
Range	3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18981787
Coefficient of variation (CV)	7.3414323
Kurtosis	97.814758
Mean	0.025855701
Median Absolute Deviation (MAD)	0
Skewness	8.9927267
Sum	105
Variance	0.036030825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	3974	97.9%
1	73	1.8%
2	10	0.2%
3	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3974	97.9%
1	73	1.8%
2	10	0.2%
3	4	0.1%

Value	Count	Frequency (%)
3	4	0.1%
2	10	0.2%
1	73	1.8%
0	3974	97.9%

Non_Cardiac_Condition
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.030041862

Minimum	0
Maximum	2
Zeros	3943
Zeros (%)	97.1%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.17640002
Coefficient of variation (CV)	5.8718074
Kurtosis	38.051304
Mean	0.030041862
Median Absolute Deviation (MAD)	0
Skewness	6.0384687
Sum	122
Variance	0.031116969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	3943	97.1%
1	114	2.8%
2	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3943	97.1%
1	114	2.8%
2	4	0.1%

Value	Count	Frequency (%)
2	4	0.1%
1	114	2.8%
0	3943	97.1%

Hypertension
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64860872

Minimum	0
Maximum	2
Zeros	1432
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.48003608
Coefficient of variation (CV)	0.74010119
Kurtosis	-1.561588
Mean	0.64860872
Median Absolute Deviation (MAD)	0
Skewness	-0.58935592
Sum	2634
Variance	0.23043464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	2624	64.6%
0	1432	35.3%
2	5	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1432	35.3%
1	2624	64.6%
2	5	0.1%

Value	Count	Frequency (%)
2	5	0.1%
1	2624	64.6%
0	1432	35.3%

Dyslipidemia
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56636296

Minimum	0
Maximum	2
Zeros	1766
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49811595
Coefficient of variation (CV)	0.87949952
Kurtosis	-1.8650935
Mean	0.56636296
Median Absolute Deviation (MAD)	0
Skewness	-0.23800234
Sum	2300
Variance	0.2481195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	2290	56.4%
0	1766	43.5%
2	5	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1766	43.5%
1	2290	56.4%
2	5	0.1%

Value	Count	Frequency (%)
2	5	0.1%
1	2290	56.4%
0	1766	43.5%

DM
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53755233

Minimum	0
Maximum	2
Zeros	1883
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.50111287
Coefficient of variation (CV)	0.93221226
Kurtosis	-1.9089438
Mean	0.53755233
Median Absolute Deviation (MAD)	0
Skewness	-0.12131033
Sum	2183
Variance	0.25111411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	2173	53.5%
0	1883	46.4%
2	5	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1883	46.4%
1	2173	53.5%
2	5	0.1%

Value	Count	Frequency (%)
2	5	0.1%
1	2173	53.5%
0	1883	46.4%

Year_DM_Diagnosed
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	48
Distinct (%)	2.2%
Missing	1871
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	1997.6347

Minimum	9
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	9
5-th percentile	1984
Q1	1996
median	2002
Q3	2007
95-th percentile	2011
Maximum	2022
Range	2013
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	73.9518
Coefficient of variation (CV)	0.037019681
Kurtosis	709.86491
Mean	1997.6347
Median Absolute Deviation (MAD)	5
Skewness	-26.513723
Sum	4374820
Variance	5468.8688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2002	284	7.0%
2007	169	4.2%
1992	151	3.7%
1997	149	3.7%
2000	117	2.9%
2008	112	2.8%
2006	101	2.5%
2003	99	2.4%
2010	87	2.1%
2011	81	2.0%
Other values (38)	840	20.7%
(Missing)	1871	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	< 0.1%
10	1	< 0.1%
20	1	< 0.1%
1967	1	< 0.1%
1970	1	< 0.1%
1972	2	< 0.1%
1973	3	0.1%
1974	1	< 0.1%
1975	1	< 0.1%
1976	1	< 0.1%

Value	Count	Frequency (%)
2022	1	< 0.1%
2013	1	< 0.1%
2012	60	1.5%
2011	81	2.0%
2010	87	2.1%
2009	76	1.9%
2008	112	2.8%
2007	169	4.2%
2006	101	2.5%
2005	70	1.7%

DM_Duration
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	46
Distinct (%)	2.1%
Missing	1871
Missing (%)	46.1%
Infinite	0
Infinite (%)	0.0%
Mean	14.622374

Minimum	-10
Maximum	2004
Zeros	30
Zeros (%)	0.7%
Negative	1
Negative (%)	< 0.1%
Memory size	31.9 KiB

Quantile statistics

Minimum	-10
5-th percentile	1
Q1	6
median	10
Q3	16
95-th percentile	28
Maximum	2004
Range	2014
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	73.960247
Coefficient of variation (CV)	5.058019
Kurtosis	710.13298
Mean	14.622374
Median Absolute Deviation (MAD)	5
Skewness	26.521164
Sum	32023
Variance	5470.1182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
10	340	8.4%
20	199	4.9%
15	173	4.3%
5	172	4.2%
12	115	2.8%
6	103	2.5%
7	91	2.2%
4	88	2.2%
2	88	2.2%
1	83	2.0%
Other values (36)	738	18.2%
(Missing)	1871	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10	1	< 0.1%
0	30	0.7%
1	83	2.0%
2	88	2.2%
3	78	1.9%
4	88	2.2%
5	172	4.2%
6	103	2.5%
7	91	2.2%
8	82	2.0%

Value	Count	Frequency (%)
2004	1	< 0.1%
2003	1	< 0.1%
1992	1	< 0.1%
45	1	< 0.1%
42	1	< 0.1%
40	5	0.1%
38	1	< 0.1%
37	2	< 0.1%
36	1	< 0.1%
35	7	0.2%

DM_Type
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0716572

Minimum	0
Maximum	2
Zeros	1872
Zeros (%)	46.1%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99433714
Coefficient of variation (CV)	0.92784998
Kurtosis	-1.9737973
Mean	1.0716572
Median Absolute Deviation (MAD)	0
Skewness	-0.14373466
Sum	4352
Variance	0.98870634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	2163	53.3%
0	1872	46.1%
1	26	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1872	46.1%
1	26	0.6%
2	2163	53.3%

Value	Count	Frequency (%)
2	2163	53.3%
1	26	0.6%
0	1872	46.1%

DM_Treatment
Real number (ℝ)

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3462201

Minimum	0
Maximum	9
Zeros	103
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	7
Q3	8
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0130862
Coefficient of variation (CV)	0.31721026
Kurtosis	1.6568194
Mean	6.3462201
Median Absolute Deviation (MAD)	1
Skewness	-1.4716572
Sum	25772
Variance	4.0525159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	1873	46.1%
8	896	22.1%
5	489	12.0%
3	338	8.3%
9	164	4.0%
0	103	2.5%
1	100	2.5%
4	63	1.6%
6	34	0.8%
2	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	2.5%
1	100	2.5%
2	1	< 0.1%
3	338	8.3%
4	63	1.6%
5	489	12.0%
6	34	0.8%
7	1873	46.1%
8	896	22.1%
9	164	4.0%

Value	Count	Frequency (%)
9	164	4.0%
8	896	22.1%
7	1873	46.1%
6	34	0.8%
5	489	12.0%
4	63	1.6%
3	338	8.3%
2	1	< 0.1%
1	100	2.5%
0	103	2.5%

Smoking_History
Real number (ℝ)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.93351391

Minimum	0
Maximum	4
Zeros	982
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.68085153
Coefficient of variation (CV)	0.72934267
Kurtosis	1.0203607
Mean	0.93351391
Median Absolute Deviation (MAD)	0
Skewness	0.59385122
Sum	3791
Variance	0.46355881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	2464	60.7%
0	982	24.2%
2	524	12.9%
3	85	2.1%
4	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	982	24.2%
1	2464	60.7%
2	524	12.9%
3	85	2.1%
4	6	0.1%

Value	Count	Frequency (%)
4	6	0.1%
3	85	2.1%
2	524	12.9%
1	2464	60.7%
0	982	24.2%

HbA1C_Admission_Value
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	384
Distinct (%)	15.0%
Missing	1499
Missing (%)	36.9%
Infinite	0
Infinite (%)	0.0%
Mean	7.5797931

Minimum	0
Maximum	88.4
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.9
Q1	5.9
median	7
Q3	8.9225
95-th percentile	11.9095
Maximum	88.4
Range	88.4
Interquartile range (IQR)	3.0225

Descriptive statistics

Standard deviation	2.7954479
Coefficient of variation (CV)	0.36880267
Kurtosis	272.19291
Mean	7.5797931
Median Absolute Deviation (MAD)	1.37
Skewness	9.9580976
Sum	19419.43
Variance	7.814529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	144	3.5%
5.9	71	1.7%
5.7	69	1.7%
5.8	65	1.6%
5.3	53	1.3%
5.6	52	1.3%
5.5	52	1.3%
7	49	1.2%
5	48	1.2%
5.4	48	1.2%
Other values (374)	1911	47.1%
(Missing)	1499	36.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
3.2	1	< 0.1%
3.3	1	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.75	1	< 0.1%
3.9	12	0.3%
4	23	0.6%
4.01	1	< 0.1%
4.1	4	0.1%

Value	Count	Frequency (%)
88.4	1	< 0.1%
20	1	< 0.1%
17.5	1	< 0.1%
16.6	1	< 0.1%
16	2	< 0.1%
15.8	1	< 0.1%
15.7	2	< 0.1%
15.4	1	< 0.1%
15.3	1	< 0.1%
15.2	2	< 0.1%

Lipid_24_Collected
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8542231

Minimum	0
Maximum	2
Zeros	599
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35777779
Coefficient of variation (CV)	0.41883413
Kurtosis	2.0043612
Mean	0.8542231
Median Absolute Deviation (MAD)	0
Skewness	-1.8947918
Sum	3469
Variance	0.12800494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	3455	85.1%
0	599	14.8%
2	7	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	599	14.8%
1	3455	85.1%
2	7	0.2%

Value	Count	Frequency (%)
2	7	0.2%
1	3455	85.1%
0	599	14.8%

Heart_Rate
Real number (ℝ)

Distinct	141
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.175832

Minimum	0
Maximum	222
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0
5-th percentile	57
Q1	71
median	82
Q3	96
95-th percentile	120
Maximum	222
Range	222
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	21.072334
Coefficient of variation (CV)	0.24739804
Kurtosis	3.2730238
Mean	85.175832
Median Absolute Deviation (MAD)	12
Skewness	1.0148353
Sum	345899.05
Variance	444.04326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	298	7.3%
90	203	5.0%
70	202	5.0%
100	151	3.7%
78	136	3.3%
88	126	3.1%
75	118	2.9%
72	105	2.6%
85	101	2.5%
76	88	2.2%
Other values (131)	2533	62.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
8	1	< 0.1%
25	2	< 0.1%
27	1	< 0.1%
30	3	0.1%
34	2	< 0.1%
35	3	0.1%
36	2	< 0.1%
38	5	0.1%
40	11	0.3%

Value	Count	Frequency (%)
222	1	< 0.1%
220	1	< 0.1%
200	2	< 0.1%
187	1	< 0.1%
180	4	0.1%
175	1	< 0.1%
174	1	< 0.1%
172	2	< 0.1%
170	3	0.1%
168	3	0.1%

Waist
Real number (ℝ)

Distinct	183
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.582899

Minimum	25
Maximum	194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	25
5-th percentile	72
Q1	88
median	98
Q3	109
95-th percentile	124
Maximum	194
Range	169
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.323556
Coefficient of variation (CV)	0.17752655
Kurtosis	2.3557513
Mean	97.582899
Median Absolute Deviation (MAD)	10
Skewness	-0.34846936
Sum	396284.15
Variance	300.10559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	225	5.5%
100	173	4.3%
85	158	3.9%
110	151	3.7%
98	147	3.6%
105	132	3.3%
80	127	3.1%
88	123	3.0%
95	123	3.0%
102	111	2.7%
Other values (173)	2591	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
30	2	< 0.1%
32	9	0.2%
33	4	0.1%
34	5	0.1%
35	1	< 0.1%
36	8	0.2%
37	1	< 0.1%

Value	Count	Frequency (%)
194	1	< 0.1%
191	2	< 0.1%
165	1	< 0.1%
160	1	< 0.1%
155	1	< 0.1%
152	1	< 0.1%
150	4	0.1%
148	5	0.1%
147	1	< 0.1%
146	1	< 0.1%

Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)

Distinct	1306
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6279806

Minimum	0.33
Maximum	235
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0.33
5-th percentile	4.6
Q1	5.8
median	7.4
Q3	10
95-th percentile	14.5
Maximum	235
Range	234.67
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	7.8980647
Coefficient of variation (CV)	0.91540131
Kurtosis	401.35512
Mean	8.6279806
Median Absolute Deviation (MAD)	1.874
Skewness	16.99648
Sum	35038.229
Variance	62.379426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	81	2.0%
5.2	77	1.9%
5.6	69	1.7%
5	69	1.7%
6.2	55	1.4%
5.5	55	1.4%
4.8	55	1.4%
5.8	54	1.3%
5.4	53	1.3%
5.7	51	1.3%
Other values (1296)	3442	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.38	1	< 0.1%
0.46	1	< 0.1%
0.47	1	< 0.1%
0.58	1	< 0.1%
0.61	1	< 0.1%
0.71	1	< 0.1%
0.81	1	< 0.1%
0.98	1	< 0.1%
1.01	1	< 0.1%

Value	Count	Frequency (%)
235	1	< 0.1%
230	1	< 0.1%
156	1	< 0.1%
141	1	< 0.1%
135	1	< 0.1%
107	1	< 0.1%
100	1	< 0.1%
99	1	< 0.1%
87	1	< 0.1%
81	1	< 0.1%

Cholesterol_Value_SI_Units
Real number (ℝ)

Distinct	810
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.423389

Minimum	0.07
Maximum	489
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0.07
5-th percentile	2.89
Q1	3.824
median	4.6
Q3	5.5
95-th percentile	7
Maximum	489
Range	488.93
Interquartile range (IQR)	1.676

Descriptive statistics

Standard deviation	11.430573
Coefficient of variation (CV)	2.1076439
Kurtosis	933.93906
Mean	5.423389
Median Absolute Deviation (MAD)	0.8
Skewness	26.304981
Sum	22024.383
Variance	130.658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	83	2.0%
4.5	80	2.0%
5.2	74	1.8%
4.2	74	1.8%
4.6	73	1.8%
5.6	70	1.7%
4.9	68	1.7%
4.1	67	1.6%
4	66	1.6%
4.8	65	1.6%
Other values (800)	3341	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.08	3	0.1%
0.1	2	< 0.1%
0.13	1	< 0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%
0.18	1	< 0.1%
0.7	1	< 0.1%
1	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
489	1	< 0.1%
308	1	< 0.1%
103.33	1	< 0.1%
102.32	1	< 0.1%
102.274	1	< 0.1%
101.74	1	< 0.1%
101.408	1	< 0.1%
101.266	1	< 0.1%
101.178	1	< 0.1%
101.136	1	< 0.1%

Triglycerides_Value_SI_Units
Real number (ℝ)

Distinct	703
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6518118

Minimum	0.01
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.6
Q1	0.99
median	1.4
Q3	1.96
95-th percentile	3.5
Maximum	71
Range	70.99
Interquartile range (IQR)	0.97

Descriptive statistics

Standard deviation	1.5574052
Coefficient of variation (CV)	0.94284665
Kurtosis	976.42534
Mean	1.6518118
Median Absolute Deviation (MAD)	0.48
Skewness	23.218618
Sum	6708.0078
Variance	2.4255111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	108	2.7%
1.2	108	2.7%
1.1	107	2.6%
1.3	103	2.5%
1.5	100	2.5%
0.8	99	2.4%
0.9	98	2.4%
1.4	95	2.3%
1.6	92	2.3%
1.8	80	2.0%
Other values (693)	3071	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	6	0.1%
0.02	3	0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%
0.25	1	< 0.1%

Value	Count	Frequency (%)
71	1	< 0.1%
17.6	1	< 0.1%
17.4	1	< 0.1%
14.55	1	< 0.1%
11.56	1	< 0.1%
11.01	1	< 0.1%
10.59	1	< 0.1%
9.72	1	< 0.1%
9.14	1	< 0.1%
9	1	< 0.1%

BMI
Real number (ℝ)

Distinct	1239
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.006473

Minimum	13.34
Maximum	342.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	13.34
5-th percentile	21.5
Q1	24.93
median	27.77
Q3	31.57
95-th percentile	39.51
Maximum	342.78
Range	329.44
Interquartile range (IQR)	6.64

Descriptive statistics

Standard deviation	8.8506326
Coefficient of variation (CV)	0.30512612
Kurtosis	513.69331
Mean	29.006473
Median Absolute Deviation (MAD)	3.26
Skewness	17.003054
Sum	117795.29
Variance	78.333698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.71	40	1.0%
27.68	38	0.9%
24.22	36	0.9%
29.41	30	0.7%
29.76	28	0.7%
27.34	27	0.7%
31.25	27	0.7%
25.95	26	0.6%
31.22	25	0.6%
28.73	23	0.6%
Other values (1229)	3761	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.34	1	< 0.1%
14.84	1	< 0.1%
15.78	1	< 0.1%
16.42	2	< 0.1%
16.44	1	< 0.1%
16.77	1	< 0.1%
16.82	2	< 0.1%
16.9	1	< 0.1%
17.04	1	< 0.1%
17.07	1	< 0.1%

Value	Count	Frequency (%)
342.78	1	< 0.1%
233.4	1	< 0.1%
221.14	1	< 0.1%
96.88	1	< 0.1%
69.25	1	< 0.1%
66.33	1	< 0.1%
65.38	1	< 0.1%
65.02	1	< 0.1%
63.57	1	< 0.1%
61.33	1	< 0.1%

Creatinine_Clearance
Real number (ℝ)

Distinct	3494
Distinct (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.11354

Minimum	0.29
Maximum	1164.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.9 KiB

Quantile statistics

Minimum	0.29
5-th percentile	25
Q1	57.364
median	82.79
Q3	110.7
95-th percentile	166.4
Maximum	1164.7
Range	1164.41
Interquartile range (IQR)	53.336

Descriptive statistics

Standard deviation	52.970251
Coefficient of variation (CV)	0.60115904
Kurtosis	101.63451
Mean	88.11354
Median Absolute Deviation (MAD)	26.72
Skewness	6.1117424
Sum	357829.08
Variance	2805.8475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.1924023	6	0.1%
83.2	6	0.1%
86.1	6	0.1%
97.17	4	0.1%
76.26	4	0.1%
79.9	4	0.1%
67.65	4	0.1%
76.16	4	0.1%
110.7	4	0.1%
55.59	3	0.1%
Other values (3484)	4016	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.29	1	< 0.1%
0.52	1	< 0.1%
0.55	1	< 0.1%
0.58	1	< 0.1%
0.67	1	< 0.1%
0.78	1	< 0.1%
0.81	1	< 0.1%
0.98	1	< 0.1%
0.99	1	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
1164.7	1	< 0.1%
1153.62	1	< 0.1%
875.43	1	< 0.1%
684.96	1	< 0.1%
626.18	1	< 0.1%
500.2	1	< 0.1%
460.63	1	< 0.1%
363.73	1	< 0.1%
321.8	1	< 0.1%
298.68	1	< 0.1%

Auto

Heatmap
Table

	Gender	Age	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	HbA1C_Admission_Value	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
Gender	1.000	-0.158	-0.007	0.378	0.012	-0.010	-0.208	-0.122	-0.163	0.090	-0.091	-0.160	0.047	-0.146	-0.127	0.066	-0.129	-0.035	-0.110	-0.007	-0.002	-0.172	0.104
Age	-0.158	1.000	-0.034	-0.540	-0.006	0.090	0.256	0.117	0.121	-0.297	0.300	0.134	0.001	0.258	0.029	-0.081	0.040	-0.098	0.040	-0.160	-0.213	-0.151	-0.632
Education	-0.007	-0.034	1.000	0.053	-0.006	0.018	-0.006	-0.036	-0.002	0.006	-0.007	-0.006	-0.027	-0.018	-0.013	0.008	0.008	0.004	-0.012	0.020	-0.013	0.032	0.034
Work	0.378	-0.540	0.053	1.000	0.010	-0.055	-0.235	-0.114	-0.161	0.208	-0.208	-0.174	0.026	-0.178	-0.105	0.062	-0.061	0.022	-0.081	0.109	0.128	0.054	0.399
Cardiac_Arrest_Admission	0.012	-0.006	-0.006	0.010	1.000	0.118	0.008	-0.017	0.012	-0.009	0.007	-0.011	0.025	-0.020	-0.006	-0.018	0.054	-0.025	0.049	0.000	0.004	-0.006	-0.037
Non_Cardiac_Condition	-0.010	0.090	0.018	-0.055	0.118	1.000	0.068	0.025	0.052	-0.053	0.055	0.035	-0.002	0.040	-0.008	-0.017	0.114	-0.019	0.020	-0.049	-0.019	-0.019	-0.169
Hypertension	-0.208	0.256	-0.006	-0.235	0.008	0.068	1.000	0.398	0.338	-0.112	0.112	0.325	-0.038	0.150	0.196	-0.001	0.099	0.085	0.135	-0.126	0.011	0.107	-0.224
Dyslipidemia	-0.122	0.117	-0.036	-0.114	-0.017	0.025	0.398	1.000	0.331	-0.062	0.067	0.320	-0.066	0.114	0.221	0.022	0.022	0.083	0.107	-0.068	0.084	0.096	-0.094
DM	-0.163	0.121	-0.002	-0.161	0.012	0.052	0.338	0.331	1.000	-0.020	0.024	0.983	-0.026	0.107	0.670	-0.016	0.115	0.110	0.399	-0.110	0.102	0.136	-0.099
Year_DM_Diagnosed	0.090	-0.297	0.006	0.208	-0.009	-0.053	-0.112	-0.062	-0.020	1.000	-0.995	0.070	-0.053	-0.072	-0.092	0.097	-0.063	-0.043	0.002	0.169	0.078	-0.116	0.211
DM_Duration	-0.091	0.300	-0.007	-0.208	0.007	0.055	0.112	0.067	0.024	-0.995	1.000	-0.068	0.044	0.075	0.084	-0.097	0.059	0.046	-0.001	-0.171	-0.079	0.110	-0.215
DM_Type	-0.160	0.134	-0.006	-0.174	-0.011	0.035	0.325	0.320	0.983	0.070	-0.068	1.000	-0.022	0.100	0.667	-0.025	0.109	0.109	0.396	-0.114	0.096	0.133	-0.108
DM_Treatment	0.047	0.001	-0.027	0.026	0.025	-0.002	-0.038	-0.066	-0.026	-0.053	0.044	-0.022	1.000	-0.025	-0.081	-0.013	-0.003	-0.105	-0.009	-0.010	-0.002	-0.028	0.007
Smoking_History	-0.146	0.258	-0.018	-0.178	-0.020	0.040	0.150	0.114	0.107	-0.072	0.075	0.100	-0.025	1.000	0.077	0.002	0.023	-0.030	0.052	-0.075	-0.073	-0.000	-0.197
HbA1C_Admission_Value	-0.127	0.029	-0.013	-0.105	-0.006	-0.008	0.196	0.221	0.670	-0.092	0.084	0.667	-0.081	0.077	1.000	-0.003	0.112	0.103	0.526	-0.000	0.180	0.141	0.009
Lipid_24_Collected	0.066	-0.081	0.008	0.062	-0.018	-0.017	-0.001	0.022	-0.016	0.097	-0.097	-0.025	-0.013	0.002	-0.003	1.000	-0.042	0.033	-0.055	0.044	0.034	-0.021	0.056
Heart_Rate	-0.129	0.040	0.008	-0.061	0.054	0.114	0.099	0.022	0.115	-0.063	0.059	0.109	-0.003	0.023	0.112	-0.042	1.000	-0.009	0.183	0.020	-0.004	0.047	-0.061
Waist	-0.035	-0.098	0.004	0.022	-0.025	-0.019	0.085	0.083	0.110	-0.043	0.046	0.109	-0.105	-0.030	0.103	0.033	-0.009	1.000	0.059	-0.009	0.127	0.511	0.261
Fasting_Blood_Glucose_Value_SI_Units	-0.110	0.040	-0.012	-0.081	0.049	0.020	0.135	0.107	0.399	0.002	-0.001	0.396	-0.009	0.052	0.526	-0.055	0.183	0.059	1.000	0.045	0.111	0.092	-0.045
Cholesterol_Value_SI_Units	-0.007	-0.160	0.020	0.109	0.000	-0.049	-0.126	-0.068	-0.110	0.169	-0.171	-0.114	-0.010	-0.075	-0.000	0.044	0.020	-0.009	0.045	1.000	0.382	0.032	0.134
Triglycerides_Value_SI_Units	-0.002	-0.213	-0.013	0.128	0.004	-0.019	0.011	0.084	0.102	0.078	-0.079	0.096	-0.002	-0.073	0.180	0.034	-0.004	0.127	0.111	0.382	1.000	0.151	0.152
BMI	-0.172	-0.151	0.032	0.054	-0.006	-0.019	0.107	0.096	0.136	-0.116	0.110	0.133	-0.028	-0.000	0.141	-0.021	0.047	0.511	0.092	0.032	0.151	1.000	0.382
Creatinine_Clearance	0.104	-0.632	0.034	0.399	-0.037	-0.169	-0.224	-0.094	-0.099	0.211	-0.215	-0.108	0.007	-0.197	0.009	0.056	-0.061	0.261	-0.045	0.134	0.152	0.382	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Overview

Variables

Interactions

Correlations

Missing values